The Architecture of Saying “I Don’t Know”A learner asks an AI tutor to improve this sentence without changing its meaning: When Maya spoke to Leila, she sounded worried. The tutor returns: Maya sounded worried while speaking to Leila. ThOct 9 · 11 min readsystems-around-ai.hashnode.dev
Structured Output Is Not Trusted OutputA student writes a correct sentence. An AI tutor tells them to fix it. The feedback looks complete. It names the skill being assessed, gives a result and quotes the student's own words. The software aSep 5 · 12 min readsystems-around-ai.hashnode.dev
The Model Is Not the SystemA model receives a support case and returns a structured response like this: { "action": "billing_queue", "confidence": 0.94, "evidence": ["The case includes an invoice number and a duplicate chAug 30 · 13 min readsystems-around-ai.hashnode.dev
